Histograms of 50m bands and 100m

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    0.00    4.00   19.50   34.28   41.00  237.00
## [1] 1962.388
## Best Normalizing transformation with 162 Observations
##  Estimated Normality Statistics (Pearson P / df, lower => more normal):
##  - No transform: 3.4747 
##  - Log_b(x+a): 3.6518 
##  - sqrt(x+a): 1.3053 
##  - exp(x): 5.7466 
##  - arcsinh(x): 1.531 
##  - Yeo-Johnson: 1.1246 
##  - orderNorm: 1.2957 
## Estimation method: Out-of-sample via CV with 10 folds and 5 repeats
##  
## Based off these, bestNormalize chose:
## Standardized Yeo-Johnson Transformation with 162 nonmissing obs.:
##  Estimated statistics:
##  - lambda = 0.1337981 
##  - mean (before standardization) = 3.458438 
##  - sd (before standardization) = 2.135431

3d scatter

Scatter plots using 50m and 100m as is

Scatter of Disperser visitation at 50m and 100m fruiting neighborhood

Scatter of Disperser visitation at 50m and 100m fruiting neighborhood at high cameras

Scatter of Dispersal at low cameras

Scatter plots using 50m and 100m but binarized to presence/absence

Scatter of Disperser visitation at 50m and 100m fruiting neighborhood

Scatter of Disperser visitation at 50m and 100m fruiting neighborhood at high cameras

Scatter of Dispersal at low cameras

Models 50 m band (no data messing)

## Generalized linear mixed model fit by maximum likelihood (Laplace
##   Approximation) [glmerMod]
##  Family: poisson  ( log )
## Formula: real.visitation ~ focalmonth..50 + (1 + focalmonth..50 | Tree)
##    Data: cam_data_FG
## 
##      AIC      BIC   logLik deviance df.resid 
##   4515.4   4530.9  -2252.7   4505.4      157 
## 
## Scaled residuals: 
##     Min      1Q  Median      3Q     Max 
## -8.6574 -2.8417 -0.6314  2.0048 24.2336 
## 
## Random effects:
##  Groups Name           Variance Std.Dev. Corr 
##  Tree   (Intercept)    1.882    1.372         
##         focalmonth..50 1.725    1.314    -0.90
## Number of obs: 162, groups:  Tree, 49
## 
## Fixed effects:
##                Estimate Std. Error z value Pr(>|z|)    
## (Intercept)      2.8575     0.2163  13.213   <2e-16 ***
## focalmonth..50   0.5054     0.2460   2.055   0.0399 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Correlation of Fixed Effects:
##             (Intr)
## fclmnth..50 -0.757
## Generalized linear mixed model fit by maximum likelihood (Laplace
##   Approximation) [glmerMod]
##  Family: poisson  ( log )
## Formula: real.visitation ~ focalmonth..50 + (1 + focalmonth..50 | Tree) +  
##     (1 + focalmonth..50 | date)
##    Data: cam_data_FG
## 
##      AIC      BIC   logLik deviance df.resid 
##   3094.9   3119.6  -1539.4   3078.9      154 
## 
## Scaled residuals: 
##     Min      1Q  Median      3Q     Max 
## -8.6697 -2.1365 -0.1654  1.8407 11.6675 
## 
## Random effects:
##  Groups Name           Variance Std.Dev. Corr 
##  Tree   (Intercept)    1.7878   1.3371        
##         focalmonth..50 1.0429   1.0212   -0.91
##  date   (Intercept)    0.9082   0.9530        
##         focalmonth..50 0.3200   0.5657   -0.30
## Number of obs: 162, groups:  Tree, 49; date, 22
## 
## Fixed effects:
##                Estimate Std. Error z value Pr(>|z|)    
## (Intercept)      2.8177     0.2923   9.641   <2e-16 ***
## focalmonth..50   0.6179     0.2570   2.404   0.0162 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Correlation of Fixed Effects:
##             (Intr)
## fclmnth..50 -0.523
## Generalized linear mixed model fit by maximum likelihood (Laplace
##   Approximation) [glmerMod]
##  Family: poisson  ( log )
## Formula: 
## real.visitation ~ focalmonth..50 + CANOPY_DENS_CENSUS_1 + ALTURA_CENSUS_1 +  
##     CERCROPIA_CENSUS_1 + ARB_DAP50_CENSUS_1 + (1 + focalmonth..50 |  
##     Tree) + (1 + focalmonth..50 | date)
##    Data: cam_data_FG
## 
##      AIC      BIC   logLik deviance df.resid 
##     3082     3119    -1529     3058      149 
## 
## Scaled residuals: 
##    Min     1Q Median     3Q    Max 
## -8.659 -2.155 -0.188  1.863 11.682 
## 
## Random effects:
##  Groups Name           Variance Std.Dev. Corr 
##  Tree   (Intercept)    1.5065   1.2274        
##         focalmonth..50 0.9978   0.9989   -0.91
##  date   (Intercept)    0.9216   0.9600        
##         focalmonth..50 0.3294   0.5740   -0.32
## Number of obs: 161, groups:  Tree, 48; date, 22
## 
## Fixed effects:
##                        Estimate Std. Error z value Pr(>|z|)    
## (Intercept)           2.7505826  0.5796187   4.746 2.08e-06 ***
## focalmonth..50        0.7021152  0.2621845   2.678  0.00741 ** 
## CANOPY_DENS_CENSUS_1 -0.0009985  0.0113544  -0.088  0.92993    
## ALTURA_CENSUS_1       0.0076531  0.0388320   0.197  0.84376    
## CERCROPIA_CENSUS_1   -0.1331298  0.2088527  -0.637  0.52384    
## ARB_DAP50_CENSUS_1   -0.0646910  0.2671818  -0.242  0.80868    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Correlation of Fixed Effects:
##             (Intr) fc..50 CANOPY ALTURA CERCRO
## fclmnth..50 -0.344                            
## CANOPY_DENS -0.382  0.023                     
## ALTURA_CENS -0.134  0.056 -0.803              
## CERCROPIA_C  0.097 -0.114 -0.252  0.040       
## ARB_DAP50_C -0.024  0.086  0.069 -0.176  0.079
## convergence code: 0
## Model failed to converge with max|grad| = 0.00412225 (tol = 0.001, component 1)
## Generalized linear mixed model fit by maximum likelihood (Laplace
##   Approximation) [glmerMod]
##  Family: poisson  ( log )
## Formula: 
## real.visitation ~ focalmonth..50 * Height + (1 + focalmonth..50 |  
##     Tree) + (1 + focalmonth..50 | date)
##    Data: cam_data_FG
## 
##      AIC      BIC   logLik deviance df.resid 
##   2578.9   2609.8  -1279.5   2558.9      152 
## 
## Scaled residuals: 
##     Min      1Q  Median      3Q     Max 
## -6.7081 -1.9494 -0.2202  1.2513 10.3249 
## 
## Random effects:
##  Groups Name           Variance Std.Dev. Corr 
##  Tree   (Intercept)    1.7308   1.3156        
##         focalmonth..50 1.0295   1.0146   -0.86
##  date   (Intercept)    0.8376   0.9152        
##         focalmonth..50 0.3490   0.5908   -0.17
## Number of obs: 162, groups:  Tree, 49; date, 22
## 
## Fixed effects:
##                          Estimate Std. Error z value Pr(>|z|)    
## (Intercept)               2.12546    0.28831   7.372 1.68e-13 ***
## focalmonth..50            0.75897    0.27759   2.734  0.00625 ** 
## Heightlow                 0.84768    0.04932  17.186  < 2e-16 ***
## focalmonth..50:Heightlow -0.07948    0.04016  -1.979  0.04779 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Correlation of Fixed Effects:
##             (Intr) fc..50 Hghtlw
## fclmnth..50 -0.438              
## Heightlow   -0.143  0.083       
## fclmn..50:H  0.096 -0.104 -0.690

Models 50 m (binary fruiting neighborhood)

## Generalized linear mixed model fit by maximum likelihood (Laplace
##   Approximation) [glmerMod]
##  Family: poisson  ( log )
## Formula: real.visitation ~ focalmonth..50 + (1 + focalmonth..50 | Tree) +  
##     (1 + focalmonth..50 | date)
##    Data: binFN
## 
##      AIC      BIC   logLik deviance df.resid 
##   3051.4   3076.1  -1517.7   3035.4      154 
## 
## Scaled residuals: 
##     Min      1Q  Median      3Q     Max 
## -8.6568 -1.8778 -0.2004  1.7662 11.5114 
## 
## Random effects:
##  Groups Name            Variance Std.Dev. Corr 
##  Tree   (Intercept)     1.9968   1.4131        
##         focalmonth..501 1.8719   1.3682   -0.87
##  date   (Intercept)     1.1793   1.0860        
##         focalmonth..501 0.5046   0.7104   -0.45
## Number of obs: 162, groups:  Tree, 49; date, 22
## 
## Fixed effects:
##                 Estimate Std. Error z value Pr(>|z|)    
## (Intercept)       2.7197     0.3258   8.348  < 2e-16 ***
## focalmonth..501   1.0187     0.3377   3.017  0.00255 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Correlation of Fixed Effects:
##             (Intr)
## fclmnt..501 -0.592
## Generalized linear mixed model fit by maximum likelihood (Laplace
##   Approximation) [glmerMod]
##  Family: poisson  ( log )
## Formula: 
## real.visitation ~ focalmonth..50 + CANOPY_DENS_CENSUS_1 + ALTURA_CENSUS_1 +  
##     CERCROPIA_CENSUS_1 + ARB_DAP50_CENSUS_1 + (1 + focalmonth..50 |  
##     Tree) + (1 + focalmonth..50 | date)
##    Data: binFN
## 
##      AIC      BIC   logLik deviance df.resid 
##   3038.3   3075.3  -1507.2   3014.3      149 
## 
## Scaled residuals: 
##     Min      1Q  Median      3Q     Max 
## -8.6504 -1.9272 -0.1939  1.7866 11.5394 
## 
## Random effects:
##  Groups Name            Variance Std.Dev. Corr 
##  Tree   (Intercept)     1.7281   1.3146        
##         focalmonth..501 1.6952   1.3020   -0.88
##  date   (Intercept)     1.2204   1.1047        
##         focalmonth..501 0.5128   0.7161   -0.46
## Number of obs: 161, groups:  Tree, 48; date, 22
## 
## Fixed effects:
##                      Estimate Std. Error z value Pr(>|z|)    
## (Intercept)           2.60430    0.70727   3.682 0.000231 ***
## focalmonth..501       1.09725    0.32871   3.338 0.000844 ***
## CANOPY_DENS_CENSUS_1 -0.01072    0.01289  -0.832 0.405415    
## ALTURA_CENSUS_1       0.04245    0.04177   1.016 0.309506    
## CERCROPIA_CENSUS_1    0.00850    0.20649   0.041 0.967167    
## ARB_DAP50_CENSUS_1   -0.05709    0.25107  -0.227 0.820125    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Correlation of Fixed Effects:
##             (Intr) f..501 CANOPY ALTURA CERCRO
## fclmnt..501 -0.330                            
## CANOPY_DENS -0.427  0.036                     
## ALTURA_CENS -0.128  0.003 -0.788              
## CERCROPIA_C -0.023  0.004 -0.252  0.173       
## ARB_DAP50_C  0.017  0.048 -0.046 -0.048 -0.090
## Generalized linear mixed model fit by maximum likelihood (Laplace
##   Approximation) [glmerMod]
##  Family: poisson  ( log )
## Formula: 
## real.visitation ~ focalmonth..50 * Height + (1 + focalmonth..50 |  
##     Tree) + (1 + focalmonth..50 | date)
##    Data: binFN
## 
##      AIC      BIC   logLik deviance df.resid 
##   2536.9   2567.8  -1258.4   2516.9      152 
## 
## Scaled residuals: 
##     Min      1Q  Median      3Q     Max 
## -6.8582 -1.9134 -0.1057  1.3413 10.0765 
## 
## Random effects:
##  Groups Name            Variance Std.Dev. Corr 
##  Tree   (Intercept)     1.9330   1.3903        
##         focalmonth..501 1.8479   1.3594   -0.86
##  date   (Intercept)     0.9929   0.9965        
##         focalmonth..501 0.5051   0.7107   -0.18
## Number of obs: 162, groups:  Tree, 49; date, 22
## 
## Fixed effects:
##                           Estimate Std. Error z value Pr(>|z|)    
## (Intercept)               2.101854   0.312790   6.720 1.82e-11 ***
## focalmonth..501           1.145907   0.344713   3.324 0.000887 ***
## Heightlow                 0.781382   0.050990  15.324  < 2e-16 ***
## focalmonth..501:Heightlow 0.001214   0.071342   0.017 0.986425    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Correlation of Fixed Effects:
##             (Intr) fc..501 Hghtlw
## fclmnt..501 -0.513               
## Heightlow   -0.134  0.126        
## fclm..501:H  0.096 -0.159  -0.715